(Diptera: Culicidae) of the Yukon
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Mosquito Species Identification Using Convolutional Neural Networks With
www.nature.com/scientificreports OPEN Mosquito species identifcation using convolutional neural networks with a multitiered ensemble model for novel species detection Adam Goodwin1,2*, Sanket Padmanabhan1,2, Sanchit Hira2,3, Margaret Glancey1,2, Monet Slinowsky2, Rakhil Immidisetti2,3, Laura Scavo2, Jewell Brey2, Bala Murali Manoghar Sai Sudhakar1, Tristan Ford1,2, Collyn Heier2, Yvonne‑Marie Linton4,5,6, David B. Pecor4,5,6, Laura Caicedo‑Quiroga4,5,6 & Soumyadipta Acharya2* With over 3500 mosquito species described, accurate species identifcation of the few implicated in disease transmission is critical to mosquito borne disease mitigation. Yet this task is hindered by limited global taxonomic expertise and specimen damage consistent across common capture methods. Convolutional neural networks (CNNs) are promising with limited sets of species, but image database requirements restrict practical implementation. Using an image database of 2696 specimens from 67 mosquito species, we address the practical open‑set problem with a detection algorithm for novel species. Closed‑set classifcation of 16 known species achieved 97.04 ± 0.87% accuracy independently, and 89.07 ± 5.58% when cascaded with novelty detection. Closed‑set classifcation of 39 species produces a macro F1‑score of 86.07 ± 1.81%. This demonstrates an accurate, scalable, and practical computer vision solution to identify wild‑caught mosquitoes for implementation in biosurveillance and targeted vector control programs, without the need for extensive image database development for each new target region. Mosquitoes are one of the deadliest animals in the world, infecting between 250–500 million people every year with a wide range of fatal or debilitating diseases, including malaria, dengue, chikungunya, Zika and West Nile Virus1. -
Operations and Disease Surveillance
VECTOR CONTROL DISTRICT COUNTY OF SANTA CLARA MONTHLY REPORT MAY 2020 SAVE WATER. NOT MOSQUITOES. DON’T CREATE MOSQUITO HABITAT BY ACCIDENT. Over watering lawns and plants is a large contributor to mosquito breeding. Help fight the bite by: • Fixing leaky faucets and broken sprinklers. • Only apply as much waster as your plants and soil need. Visit SCCVector.org for more information. IN THIS ISSUE MANAGER'S MESSAGE 2 SERVICES AVAILABLE 3 OPERATIONS DATA 4 - 6 WEST NILE 7 - 8 SURVEILLANCE PUBLIC SURVICE 9 REQUESTS VECTOR CONTROL DISTRICT COUNTY OF SANTA CLARA CONSUMER & ENVIRONMENTAL PROTECTION AGENCY PAGE 2 | OPERATIONS AND SURVEILLANCE REPORT MESSAGE FROM THE MANAGER Warm weather is here and that means vectors such as ticks are more active. May was Lyme Disease Awareness Month, and the County of Santa Clara Vector Control District celebrated by participating and advertising the Centers for Disease Control and Prevention’s Lyme Disease Awareness Month Lunch and Learn Series. The weekly series offered interactive presentations on tick surveillance, tick collection, tick bite prevention, and other activities. The District reminds the public to practice preventative measures to avoid coming into contact with ticks. Use insect repellent approved by the Environmental Protection Agency, avoid areas with high grass, and check gear, pets, and children for ticks during and after being in tick habitat. Warm months also mean other vectors such as mosquitoes are more active as well. The District is hard at work monitoring for diseases, such as West Nile virus and Nayer Zahiri eliminating mosquito breeding in areas like marshes, neglected pools, curbs, catch basins, and ponds. -
Data-Driven Identification of Potential Zika Virus Vectors Michelle V Evans1,2*, Tad a Dallas1,3, Barbara a Han4, Courtney C Murdock1,2,5,6,7,8, John M Drake1,2,8
RESEARCH ARTICLE Data-driven identification of potential Zika virus vectors Michelle V Evans1,2*, Tad A Dallas1,3, Barbara A Han4, Courtney C Murdock1,2,5,6,7,8, John M Drake1,2,8 1Odum School of Ecology, University of Georgia, Athens, United States; 2Center for the Ecology of Infectious Diseases, University of Georgia, Athens, United States; 3Department of Environmental Science and Policy, University of California-Davis, Davis, United States; 4Cary Institute of Ecosystem Studies, Millbrook, United States; 5Department of Infectious Disease, University of Georgia, Athens, United States; 6Center for Tropical Emerging Global Diseases, University of Georgia, Athens, United States; 7Center for Vaccines and Immunology, University of Georgia, Athens, United States; 8River Basin Center, University of Georgia, Athens, United States Abstract Zika is an emerging virus whose rapid spread is of great public health concern. Knowledge about transmission remains incomplete, especially concerning potential transmission in geographic areas in which it has not yet been introduced. To identify unknown vectors of Zika, we developed a data-driven model linking vector species and the Zika virus via vector-virus trait combinations that confer a propensity toward associations in an ecological network connecting flaviviruses and their mosquito vectors. Our model predicts that thirty-five species may be able to transmit the virus, seven of which are found in the continental United States, including Culex quinquefasciatus and Cx. pipiens. We suggest that empirical studies prioritize these species to confirm predictions of vector competence, enabling the correct identification of populations at risk for transmission within the United States. *For correspondence: mvevans@ DOI: 10.7554/eLife.22053.001 uga.edu Competing interests: The authors declare that no competing interests exist. -
A Mosquito Psorophora Ciliata (Fabricius) (Insecta: Diptera: Culicidae)1 Ephraim V
EENY-540 A Mosquito Psorophora ciliata (Fabricius) (Insecta: Diptera: Culicidae)1 Ephraim V. Ragasa and Phillip E. Kaufman2 Introduction For additional information on mosquitoes, see http://edis. ifas.ufl.edu/IN652. Psorophora ciliata (Fabricius) is a large mosquito (Cutwa and O’Meara 2005) that has developed an outsized reputa- tion because of its relatively intimidating heft and persistent Synonymy biting behavior (Gladney and Turner 1969), including Psorophora ciliata (Fabricius 1794) anecdotal historical accounts of its legendary aggressiveness Culex ciliata Fabricius (1794) (Wallis and Whitman 1971) and ‘frightening appearance’ Culex conterrens Walker (1856) (King et al. 1960). The ‘gallinipper’ or ‘shaggy-legged Culex molestus Weidemann (1820) gallinipper’ was used as a common name for Psorophora Culex rubidus Robineau-Desvoidy (1827) ciliata in various published reports (Ross 1947; King et al. Psorophora boscii Robineau-Desvoidy (1827) 1960; Breeland et al. 1961; Goddard et al. 2009). The term Psorophora ctites Dyar (1918) was mentioned much earlier by Flanery (1897) describing (From ITIS 2011) the mosquito as ‘the little zebra-legged thing—the shyest, slyest, meanest, and most venomous of them all’ [sic] but Distribution did not specify what species it was. The word gallinipper Psorophora ciliata usually is associated with other flood- originated as a vernacular term in the southeastern region water mosquitoes, including many species from the Aedes of the United States referring to ‘a large mosquito or other genera (Breeland et al. 1961), and has a wide distribution insect that has a painful bite or sting’ and has appeared in the New World. Floodwater mosquitoes often lay in folk tales, traditional minstrel songs, and a blues their eggs in low-lying areas with damp soil and grassy song referencing a large mosquito with a ‘fearsome bite’ overgrowth. -
The Mosquitoes of Alaska
LIBRAR Y ■JRD FEBE- Î961 THE U. s. DtPÁ¡<,,>^iMl OF AGidCÜLl-yí MOSQUITOES OF ALASKA Agriculture Handbook No. 182 Agricultural Research Service UNITED STATES DEPARTMENT OF AGRICULTURE U < The purpose of this handbook is to present information on the biology, distribu- tion, identification, and control of the species of mosquitoes known to occur in Alaska. Much of this information has been published in short papers in various journals and is not readily available to those who need a comprehensive treatise on this subject ; some of the material has not been published before. The information l)r()UKlit together here will serve as a guide for individuals and communities that have an interest and responsibility in mosquito problems in Alaska. In addition, the military services will have considerable use for this publication at their various installations in Alaska. CuUseta alaskaensis, one of the large "snow mosquitoes" that overwinter as adults and emerge from hiber- nation while much of the winter snow is on the ground. In some localities this species is suJBBciently abundant to cause serious annoy- ance. THE MOSQUITOES OF ALASKA By C. M. GJULLIN, R. I. SAILER, ALAN STONE, and B. V. TRAVIS Agriculture Handbook No. 182 Agricultural Research Service UNITED STATES DEPARTMENT OF AGRICULTURE Washington, D.C. Issued January 1961 For «ale by the Superintendent of Document«. U.S. Government Printing Office Washington 25, D.C. - Price 45 cent» Contents Page Page History of mosquito abundance Biology—Continued and control 1 Oviposition 25 Mosquito literature 3 Hibernation 25 Economic losses 4 Surveys of the mosquito problem. 25 Mosquito-control organizations 5 Mosquito surveys 25 Life history 5 Engineering surveys 29 Eggs_". -
Thompson-Nicola Regional District Nuisance Mosquito
THOMPSON-NICOLA REGIONAL DISTRICT NUISANCE MOSQUITO CONTROL PROGRAM 2011 YEAR-END REPORT Prepared by: ___________________________ Burke Phippen, BSc., RPBio. Project Manager ___________________________ Cheryl Phippen, BSc., RN Field Coordinator NOVEMBER, 2011 BWP CONSULTING INC. 6211 Meadowland C res S, Kamloops, BC V2C 6X3 2011 Thompson-Nicola Regional District Mosquito Control Program Table of Contents LIST OF FIGURES ............................................................................................................... IV LIST OF TABLES .................................................................................................................. V EXECUTIVE SUMMARY ....................................................................................................... 1 1.0 INTRODUCTION ............................................................................................................. 3 1.1. RESOURCES AVAILABLE FOR MOSQUITO CONTROL PROGRAM ................................. 5 2.0 ENVIRONMENTAL FACTORS ......................................................................................... 5 2.1. SNOW PACK .............................................................................................................. 5 2.1. TEMPERATURE AND PRECIPITATION .......................................................................... 7 2.2. FLOW LEVELS ............................................................................................................ 9 3.0 LARVICIDING PROGRAM ........................................................................................... -
The Alameda County Mosquito Abatement District Control Program
THTHEE ALAMEDA CCOUNTYOUNTY MOSQMOSQUITO ABATEMENT DISTRICT CONTROL PROGRAM September 2011 Alameda County Mosquito Abatement District 23187 Connecticut Street Hayward, California 94545-1605 THE ALAMEDA COUNTY MOSQUITO ABATEMENT DISTRICT CONTROL PROGRAM Key Staff John Rusmisel - District Manager Bruce Kirkpatrick - Entomologist Erika Castillo - Environmental Specialist Patrick Turney - Field Supervisor Phone: 510-783-7744 Fax: 510-783-3903 email: [email protected] TABLE OF CONTENTS Mission and Vision Statement ......................................................................................................................................... 5 General Information about the District........................................................................................................................... 6 Location of the District ....................................................................................................................... 7 District Powers.................................................................................................................................... 7 The Value of an Organized Mosquito Control District ....................................................................... 8 District Goals and Services ................................................................................................................. 9 Service Calls ....................................................................................................................................... 10 District Finances ................................................................................................................................ -
North American Wetlands and Mosquito Control
Int. J. Environ. Res. Public Health 2012, 9, 4537-4605; doi:10.3390/ijerph9124537 OPEN ACCESS International Journal of Environmental Research and Public Health ISSN 1660-4601 www.mdpi.com/journal/ijerph Article North American Wetlands and Mosquito Control Jorge R. Rey 1,*, William E. Walton 2, Roger J. Wolfe 3, C. Roxanne Connelly 1, Sheila M. O’Connell 1, Joe Berg 4, Gabrielle E. Sakolsky-Hoopes 5 and Aimlee D. Laderman 6 1 Florida Medical Entomology Laboratory and Department of Entomology and Nematology, University of Florida-IFAS, Vero Beach, FL 342962, USA; E-Mails: [email protected] (R.C.); [email protected] (S.M.O.C.) 2 Department of Entomology, University of California, Riverside, CA 92521, USA; E-Mail: [email protected] 3 Connecticut Department of Energy and Environmental Protection, Franklin, CT 06254, USA; E-Mail: [email protected] 4 Biohabitats, Inc., 2081 Clipper Park Road, Baltimore, MD 21211, USA; E-Mail: [email protected] 5 Cape Cod Mosquito Control Project, Yarmouth Port, MA 02675, USA; E-Mail: [email protected] 6 Marine Biological Laboratory, Woods Hole, MA 02543, USA; E-Mail: [email protected] * Author to whom correspondence should be addressed; E-Mail: [email protected]; Tel.: +1-772-778-7200 (ext. 136). Received: 11 September 2012; in revised form: 21 November 2012 / Accepted: 22 November 2012 / Published: 10 December 2012 Abstract: Wetlands are valuable habitats that provide important social, economic, and ecological services such as flood control, water quality improvement, carbon sequestration, pollutant removal, and primary/secondary production export to terrestrial and aquatic food chains. There is disagreement about the need for mosquito control in wetlands and about the techniques utilized for mosquito abatement and their impacts upon wetlands ecosystems. -
Higher-Level Phylogeny of Mosquitoes (Diptera: Culicidae): Mtdna Data Support a Derived Placement for Toxorhynchites
Higher-level phylogeny of mosquitoes (Diptera: Culicidae): mtDNA data support a derived placement for Toxorhynchites ANDREW MITCHELL, FELIX A. H. SPERLING and DONAL A. HICKEY Insect Syst Evol Mitchell, A., Sperling, F. A. H. & Hickey, D. A.: Higher-level phylogeny of mosquitoes · · (Diptera: Culicidae): mtDNA data support a derived placement for Toxorhynchites. Insect Syst. Evol. 33: 163-174. Copenhagen, July 2002. ISSN 1399-560X. We assess the potential of complete coding sequences of the mitochondrial cytochrome oxi dase genes (COl and COil) and the intervening tRNA-Leucine gene for use in mosquito high er-level systematics, and apply this data to an outstanding question: the phylogenetic affinities of Toxorhynchites. Traditionally placed in its own subfamily and regarded as sister group to Culicinae, recent morphological data instead have suggested that this distinctive genus belongs well within the Culicinae. Published molecular systematic studies seemingly conflict with this new morphological data or are ambiguous. The mitochondrial gene data that we pres ent show good potential for elucidating suprageneric relationships in Culicidae, and strongly support the placement of Toxorhynchites well within the Cnlicinae. Reexamination of pub lished data sets suggests that there is no substantive conflict among data sets on this issue. Andrew Mitchell, School of Molecular and Cellular Biosciences, University of Natal, Private Bag XOl, Scottsville, 3209, South Africa ([email protected]). Felix A. H. Sperling, Department of Biological Sciences, University of Alberta, Edmonton, Alberta, T6G 2E9, Canada ([email protected]). Donal A. Hickey, Department of Biology, University .of Ottawa, Ottawa, Ontario, KlN 6N5, Canada ([email protected]). Introduction tionships among subfamilies by Harbach & Mosquito taxonomy has received intense attention Kitching ( 1998). -
Microsoft Outlook
Joey Steil From: Leslie Jordan <[email protected]> Sent: Tuesday, September 25, 2018 1:13 PM To: Angela Ruberto Subject: Potential Environmental Beneficial Users of Surface Water in Your GSA Attachments: Paso Basin - County of San Luis Obispo Groundwater Sustainabilit_detail.xls; Field_Descriptions.xlsx; Freshwater_Species_Data_Sources.xls; FW_Paper_PLOSONE.pdf; FW_Paper_PLOSONE_S1.pdf; FW_Paper_PLOSONE_S2.pdf; FW_Paper_PLOSONE_S3.pdf; FW_Paper_PLOSONE_S4.pdf CALIFORNIA WATER | GROUNDWATER To: GSAs We write to provide a starting point for addressing environmental beneficial users of surface water, as required under the Sustainable Groundwater Management Act (SGMA). SGMA seeks to achieve sustainability, which is defined as the absence of several undesirable results, including “depletions of interconnected surface water that have significant and unreasonable adverse impacts on beneficial users of surface water” (Water Code §10721). The Nature Conservancy (TNC) is a science-based, nonprofit organization with a mission to conserve the lands and waters on which all life depends. Like humans, plants and animals often rely on groundwater for survival, which is why TNC helped develop, and is now helping to implement, SGMA. Earlier this year, we launched the Groundwater Resource Hub, which is an online resource intended to help make it easier and cheaper to address environmental requirements under SGMA. As a first step in addressing when depletions might have an adverse impact, The Nature Conservancy recommends identifying the beneficial users of surface water, which include environmental users. This is a critical step, as it is impossible to define “significant and unreasonable adverse impacts” without knowing what is being impacted. To make this easy, we are providing this letter and the accompanying documents as the best available science on the freshwater species within the boundary of your groundwater sustainability agency (GSA). -
Mosquito Control in Cowlitz County Brochure
Mission Statement: We will minimize mosquito borne Dana Churchel, Program Director COWLITZ COUNTY disease by reducing mosquito Cowlitz County Mosquito Control District MOSQUITO populations in Cowlitz County. CONTROL DISTRICT Policy Statement: It is impossible to eliminate all West Nile virus mosquitoes but by larviciding areas where mosquitoes develop, we can Contingency Plan WORKING TO CONTROL greatly reduce mosquito populations, and thereby reduce the chance of Cowlitz County is ready when WNV is mosquito borne disease. Adult detected. We know our mosquito MOSQUITOES IN mosquito treatments will be made populations. We have equipment Office Location: COWLITZ COUNTY when public health is threatened by and experienced personnel to 1319 South 13th Ave. large populations of mosquito species increase control activities. We also Kelso, WA 98626 that carry disease. have funds if we need other help in our county. Our Priorities: 1. Eliminate or reduce mosquito When WNV is verified: development sites. Mailing Address: 2. Treat areas mosquitoes do develop. PO Box 1261 3. Adulticide public areas, as needed. The Mosquito Control District will: Longview, WA 98632 We will: 1. Place posters in public areas 1. Educate the public telling people how to prevent • how to prevent mosquitoes from mosquito bites Telephone / Fax: developing in their area. 2. Lower our Adulticide trigger (360) 423-5311 • how to reduce mosquito bites. points. 2. Work with the community to identify 3. Increase adult trapping and mosquito breading areas. testing to focus our efforts in Mosquito Hotline: 3. Contact property owners and try to areas where WNV is present. have them clean up or modify their (360) 42 -5658 property so that mosquitoes do not 4. -
Operations and Disease Surveillance Report
Page 1 Santa Clara County Vector Control District Operations and Surveillance Report August 2018 District Mission Table of Contents page To detect and minimize vector-borne diseases, to abate mosquitoes, and to assist the public in resolving problems with rodents, wildlife, and insects that can cause disease, discomfort, or injury to humans in the County. Manager’s Message 1 Services Provided Operations Report: Curbs and Catch Basins 2 Detection of the presence/prevalence of vector-borne diseases, such as plague, West Nile virus, rabies, and Lyme disease, through ongoing surveillance and testing Routine inspections and treatment, as necessary, of Operations Report: known mosquito and rodent sources Neglected Pools 3 Response to customer initiated service requests for iden- and Mosquitofish tification, advice, and/or control measures for mosqui- toes, rodents, wildlife, and miscellaneous invertebrates (ticks, yellowjackets, cockroaches, bees, fleas, flies, etc.) Continuing Education at Free educational presentations for schools, homeowner Vector Control associations, private businesses, civic groups, and other 4 West Nile Virus interested organizations Surveillance Free informational material on all vectors and vector- borne diseases Carbon Dioxide Baited Traps 5 Manager’s Message West Nile Virus Update Mosquitofish is the common name for Gambusia affinis and is a small fish related to common guppies. They are called Public Service Requests mosquitofish because mosquito larvae are their primary diet Invasive Cockroach 6 and they can eat 100 to 500 mosquito larvae per day. Vector Detected in County Control District delivers free limited numbers of mosquitofish for residents’ pools or ponds. To request mosquitofish, please call or visit our website. Outreach Programs - 7 (408) 918-4770 West Nile Virus Treatments sccvector.org Page 2 Operations Report: Curbs and Catch Basins The District employs seasonal staff to check and treat mosquitoes in flooded street stormwater catch basins.